{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matplotlib多图布局"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- subplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2行2列\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(-np.pi, np.pi, 30)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 子图1\n",
    "axes1 = plt.subplot(221)  # 2行2列的第1个子视图\n",
    "axes1.plot(x, y)\n",
    "axes1.set_title('子图1')\n",
    "\n",
    "# 子图2\n",
    "axes2 = plt.subplot(222)  # 2行2列的第2个子视图\n",
    "axes2.plot(x, y)\n",
    "axes2.set_title('子图2')\n",
    "\n",
    "# 子图3\n",
    "axes3 = plt.subplot(2, 2, 3)  # 2行2列的第3个子视图\n",
    "axes3.plot(x, y)\n",
    "axes3.set_title('子图3')\n",
    "\n",
    "# 子图4\n",
    "axes4 = plt.subplot(2, 2, 4)  # 2行2列的第4个子视图\n",
    "axes4.plot(x, y)\n",
    "axes4.set_title('子图4')\n",
    "\n",
    "# 自动调整布局\n",
    "fig.tight_layout()\n",
    "plt.savefig('images/3-1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(-np.pi, np.pi, 30)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 子图1\n",
    "axes1 = plt.subplot(2, 2, 1)  \n",
    "axes1.plot(x, y, color='red')\n",
    "\n",
    "# 子图2\n",
    "axes2 = plt.subplot(2, 2, 2)\n",
    "lines = axes2.plot(x, y)\n",
    "lines[0].set_marker('*')   # 点的样式\n",
    "\n",
    "# 子图3\n",
    "axes3 = plt.subplot(2, 1, 2)  # 2行1列的第2行\n",
    "axes3.plot(x, np.sin(x*x))\n",
    "plt.savefig('images/3-2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 图形嵌套\n",
    "- add_subplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "\n",
    "# 使用 add_subplot() 函数\n",
    "# 图1\n",
    "axes1 = fig.add_subplot(1, 1, 1)\n",
    "axes1.plot([1, 3])\n",
    "\n",
    "# 图2\n",
    "axes2 = fig.add_subplot(2, 2, 1, facecolor='pink')\n",
    "axes2.plot([1, 3])\n",
    "\n",
    "plt.savefig('images/3-3.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 使用 axes() 函数\n",
    "- 使用 add_axes() 函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5)) \n",
    "\n",
    "# 图1\n",
    "x = np.linspace(0, 2*np.pi, 30)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 图2\n",
    "# [left, bottom, width, height]\n",
    "axes1 = plt.axes([0.55, 0.55, 0.3, 0.3])  \n",
    "axes1.plot(x, y, color='g')\n",
    "\n",
    "# 图3\n",
    "axes2 = fig.add_axes([0.2, 0.2, 0.25, 0.25]) \n",
    "axes2.plot(x, y, color='r')\n",
    "\n",
    "plt.savefig('images/3-4.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 使用 subplots() 函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2*np.pi)\n",
    "\n",
    "# 3行3列\n",
    "# subplots：一次性返回9个子图\n",
    "fig, ax = plt.subplots(3, 3)\n",
    "ax1, ax2, ax3 = ax\n",
    "ax11, ax12, ax13 = ax1\n",
    "ax21, ax22, ax23 = ax2\n",
    "ax31, ax32, ax33 = ax3\n",
    "\n",
    "# fig来设置画布大小\n",
    "fig.set_figwidth(8)\n",
    "fig.set_figheight(5)\n",
    "\n",
    "ax11.plot(x, np.sin(x))\n",
    "ax12.plot(x, np.cos(x))\n",
    "ax13.plot(x, np.tanh(x))\n",
    "ax21.plot(x, np.tan(x))\n",
    "ax22.plot(x, np.cosh(x))\n",
    "ax23.plot(x, np.sinh(x))\n",
    "ax31.plot(x, np.sin(x) + np.cos(x))\n",
    "ax32.plot(x, np.sin(x*x) + np.cos(x*x))\n",
    "ax33.plot(x, np.sin(x)*np.cos(x))\n",
    "\n",
    "# 自动调整布局\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig('images/3-5.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 双轴显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.linspace(0, 10, 100)\n",
    "\n",
    "# 图1\n",
    "axes1 = plt.gca()  # 获取当前轴域\n",
    "axes1.plot(x, np.exp(x), color='red') \n",
    "\n",
    "axes1.set_xlabel('time')  \n",
    "axes1.set_ylabel('exp', color='red')\n",
    "axes1.tick_params(axis='y', labelcolor='red') \n",
    "\n",
    "# 图2\n",
    "axes2 = axes1.twinx()  # 和图1共享x轴\n",
    "axes2.set_ylabel('sin', color='blue')\n",
    "axes2.plot(x, np.sin(x), color='blue')\n",
    "axes2.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "plt.tight_layout() \n",
    "\n",
    "plt.savefig('images/3-6.png')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
